Hurst was born in Brooklyn, New York. She graduated from Mount Holyoke College in 1974. She began her career in theatre, and in the 1990s began appearing in television and film. Hurst is known for her multiple roles in various Law & Order television shows. She co-starred in films like Airheads, Smoke, Stepmom and Sherrybaby.